Results
sim_lu %>%
filter(lineup<=3) %>%
arrange(lineup, position, desc(pts_pred)) %>%
knitr::kable() %>%
kable_styling() %>%
column_spec(1, bold=TRUE) %>%
collapse_rows(columns = 1, valign = 'top')
|
lineup
|
Name
|
team
|
position
|
pts_base
|
pts_pred
|
sd_pts
|
Salary
|
|
1
|
Cam Newton
|
NEP
|
QB
|
20.27342
|
24.31575
|
6.2847782
|
8000
|
|
Kareem Hunt
|
CLE
|
RB
|
15.69250
|
19.50780
|
1.9829775
|
7000
|
|
Derrick Henry
|
TEN
|
RB
|
19.24826
|
18.74099
|
0.6645857
|
9000
|
|
David Montgomery
|
CHI
|
RB
|
14.79494
|
14.85538
|
0.9117097
|
5900
|
|
Adam Thielen
|
MIN
|
WR
|
15.46500
|
15.96447
|
1.6456860
|
7400
|
|
Darius Slayton
|
NYG
|
WR
|
11.48500
|
14.47273
|
1.6827510
|
6000
|
|
Marquise Brown
|
BAL
|
WR
|
12.29500
|
13.20064
|
1.2602100
|
6300
|
|
Eric Ebron
|
PIT
|
TE
|
7.08500
|
10.55215
|
2.5723110
|
5200
|
|
Indianapolis Colts
|
IND
|
DST
|
9.45000
|
11.41963
|
2.2980300
|
5000
|
|
2
|
Kirk Cousins
|
MIN
|
QB
|
18.17729
|
20.38301
|
0.8728278
|
7100
|
|
Frank Gore
|
NYJ
|
RB
|
11.08930
|
20.65476
|
5.0239310
|
5000
|
|
Derrick Henry
|
TEN
|
RB
|
19.24826
|
19.54337
|
0.6645857
|
9000
|
|
David Montgomery
|
CHI
|
RB
|
14.79494
|
15.25897
|
0.9117097
|
5900
|
|
Julio Jones
|
ATL
|
WR
|
11.20500
|
19.59526
|
3.5804790
|
8200
|
|
Adam Thielen
|
MIN
|
WR
|
15.46500
|
19.24003
|
1.6456860
|
7400
|
|
Terry McLaurin
|
WAS
|
WR
|
13.04000
|
14.18348
|
1.0378200
|
6900
|
|
Jimmy Graham
|
CHI
|
TE
|
10.98000
|
12.27635
|
1.8977280
|
5400
|
|
New England Patriots
|
NEP
|
DST
|
8.42000
|
12.36831
|
2.4018120
|
4800
|
|
3
|
Tom Brady
|
TBB
|
QB
|
19.82297
|
26.47260
|
4.7888852
|
7500
|
|
Derrick Henry
|
TEN
|
RB
|
19.24826
|
18.76410
|
0.6645857
|
9000
|
|
Alexander Mattison
|
MIN
|
RB
|
14.89183
|
17.41067
|
2.7252777
|
7000
|
|
Frank Gore
|
NYJ
|
RB
|
11.08930
|
14.26942
|
5.0239310
|
5000
|
|
Calvin Ridley
|
ATL
|
WR
|
15.82500
|
15.81566
|
0.1111950
|
8600
|
|
Jamison Crowder
|
NYJ
|
WR
|
13.78000
|
14.61793
|
1.1193630
|
6600
|
|
Robby Anderson
|
CAR
|
WR
|
12.40000
|
14.32149
|
1.9273800
|
6500
|
|
Cameron Brate
|
TBB
|
TE
|
5.74500
|
10.34296
|
2.3054430
|
4800
|
|
Indianapolis Colts
|
IND
|
DST
|
9.45000
|
12.73332
|
2.2980300
|
5000
|
ggplotly(sim_lu %>%
group_by(Name, position, Salary) %>%
dplyr::summarize(lu = n_distinct(lineup)) %>%
ungroup() %>%
group_by(position) %>%
top_n(10, lu) %>%
ungroup() %>%
arrange(position, desc(lu)) %>%
mutate(Name = factor(Name),
Name = fct_reorder(Name, lu),
pct = round(lu / n_sims, 3) * 100) %>%
ggplot(aes(x = Name, y = pct, fill = Salary,
text = paste(Name, "in", lu, "lineups with", Salary, "salary"))) +
geom_bar(stat = "identity") +
facet_wrap(~position, ncol = 2, scales = "free_y") +
coord_flip() +
scale_fill_viridis_c() +
xlab("") +
ylab("Lineups (thousands)") +
ggtitle("Top 10 Players By Position")) %>%
ggplotly(tooltip = "text")
plyr_lu <- sim_lu %>%
group_by(Name, position) %>%
dplyr::summarize(lu=n_distinct(lineup)) %>%
ungroup()
ggplotly(projections %>%
filter(avg_type=='weighted') %>%
mutate(Name = ifelse(pos=="DST", last_name, paste(first_name, last_name))) %>%
inner_join(fan_duel, by = c("Name", "position")) %>%
select(Name, team, position, points, Salary, sd_pts) %>%
left_join(plyr_lu, by='Name') %>%
replace_na(list(lu=0)) %>%
mutate(lu_bin=ifelse(lu==0, '0 Lineups', '>=1 Lineups'),
lu_5=cut(lu,5, labels = FALSE)) %>%
ggplot(aes(x=Salary, y=points, color=lu_bin, size=sd_pts, text=Name)) +
geom_point() +
theme_minimal() +
scale_color_manual(values = c('red', 'blue'), name="") +
geom_smooth(inherit.aes = FALSE, aes(x=Salary, y=points), method = 'lm') +
ylab('Projected Points') +
xlab('Salary') +
ggtitle('Who makes it into Optimized Lineups?') +
scale_x_continuous(labels=scales::dollar))
sim_lu %>%
group_by(lineup) %>%
mutate(lineup_pts=sum(pts_pred)) %>%
group_by(lineup, position) %>%
mutate(n = n()) %>%
select(lineup, position, n, lineup_pts) %>%
distinct() %>%
spread(key=position, value=n) %>%
filter(RB >= 2, TE >= 1, WR >= 3) %>%
mutate(flex = case_when(RB==3 ~ 'RB',
TE==2 ~ 'TE',
WR==4 ~ 'WR')) %>%
group_by(flex) %>%
dplyr::summarize(median_pts = round(median(lineup_pts), 3),
cases = n()) %>%
knitr::kable() %>%
kable_styling(full_width = FALSE)
|
flex
|
median_pts
|
cases
|
|
RB
|
143.524
|
9847
|
|
TE
|
145.609
|
92
|
|
WR
|
145.161
|
61
|
lu_df <- sim_lu %>%
group_by(lineup) %>%
dplyr::summarize(lineup_pts=sum(pts_pred),
lineup_sd=sum(sd_pts)) %>%
ungroup()
pto <- psel(lu_df, low(lineup_sd) * high(lineup_pts))
ggplot(lu_df, aes(y=lineup_pts, x=lineup_sd)) +
geom_point() +
geom_point(data=pto, size=5) +
ylab('Lineup Points') +
xlab('Lineup Points St Dev') +
ggtitle('Lineup Points vs Uncertainty',
subtitle = 'Pareto Lineups Bolded')

psel(lu_df, low(lineup_sd) * high(lineup_pts)) %>%
left_join(sim_lu, by='lineup') %>%
group_by(lineup) %>%
arrange(lineup_pts, position, desc(Salary)) %>%
select(lineup, lineup_pts, lineup_sd, Name, team, position, pts_pred, sd_pts, Salary) %>%
mutate_at(vars(lineup_pts, lineup_sd, pts_pred, sd_pts), function(x) round(x, 2)) %>%
knitr::kable() %>%
kable_styling(fixed_thead = T) %>%
column_spec(1:3, bold=TRUE) %>%
collapse_rows(columns = 1:3, valign = 'top') %>%
scroll_box(height = '700px', width = '100%')
|
lineup
|
lineup_pts
|
lineup_sd
|
Name
|
team
|
position
|
pts_pred
|
sd_pts
|
Salary
|
|
5760
|
132.25
|
7.88
|
Ben Roethlisberger
|
PIT
|
QB
|
21.73
|
1.00
|
7600
|
|
Derrick Henry
|
TEN
|
RB
|
19.26
|
0.66
|
9000
|
|
James Conner
|
PIT
|
RB
|
15.54
|
0.22
|
7100
|
|
David Montgomery
|
CHI
|
RB
|
14.96
|
0.91
|
5900
|
|
Calvin Ridley
|
ATL
|
WR
|
15.87
|
0.11
|
8600
|
|
Jamison Crowder
|
NYJ
|
WR
|
13.62
|
1.12
|
6600
|
|
DeVante Parker
|
MIA
|
WR
|
12.24
|
0.25
|
6400
|
|
Jimmy Graham
|
CHI
|
TE
|
10.56
|
1.90
|
5400
|
|
Detroit Lions
|
DET
|
DST
|
8.47
|
1.70
|
3400
|
|
5552
|
134.02
|
8.39
|
Aaron Rodgers
|
GBP
|
QB
|
23.58
|
1.17
|
8400
|
|
Derrick Henry
|
TEN
|
RB
|
19.24
|
0.66
|
9000
|
|
James Conner
|
PIT
|
RB
|
15.30
|
0.22
|
7100
|
|
David Montgomery
|
CHI
|
RB
|
14.57
|
0.91
|
5900
|
|
Terry McLaurin
|
WAS
|
WR
|
13.91
|
1.04
|
6900
|
|
Jamison Crowder
|
NYJ
|
WR
|
14.27
|
1.12
|
6600
|
|
DeVante Parker
|
MIA
|
WR
|
13.05
|
0.25
|
6400
|
|
Jimmy Graham
|
CHI
|
TE
|
10.50
|
1.90
|
5400
|
|
Tennessee Titans
|
TEN
|
DST
|
9.60
|
1.11
|
4000
|
|
6190
|
135.73
|
8.48
|
Lamar Jackson
|
BAL
|
QB
|
22.62
|
0.42
|
9000
|
|
James Conner
|
PIT
|
RB
|
15.84
|
0.22
|
7100
|
|
David Johnson
|
HOU
|
RB
|
16.24
|
1.32
|
6400
|
|
David Montgomery
|
CHI
|
RB
|
15.49
|
0.91
|
5900
|
|
Davante Adams
|
GBP
|
WR
|
18.21
|
1.53
|
9000
|
|
Adam Thielen
|
MIN
|
WR
|
16.11
|
1.65
|
7400
|
|
Darius Slayton
|
NYG
|
WR
|
15.26
|
1.68
|
6000
|
|
T.J. Hockenson
|
DET
|
TE
|
9.20
|
0.00
|
5700
|
|
New York Jets
|
NYJ
|
DST
|
6.76
|
0.76
|
3500
|
|
85
|
138.33
|
8.78
|
Deshaun Watson
|
HOU
|
QB
|
20.66
|
0.22
|
8200
|
|
Derrick Henry
|
TEN
|
RB
|
18.44
|
0.66
|
9000
|
|
James Conner
|
PIT
|
RB
|
15.49
|
0.22
|
7100
|
|
David Montgomery
|
CHI
|
RB
|
14.35
|
0.91
|
5900
|
|
Adam Thielen
|
MIN
|
WR
|
18.45
|
1.65
|
7400
|
|
Jamison Crowder
|
NYJ
|
WR
|
15.37
|
1.12
|
6600
|
|
Tyler Boyd
|
CIN
|
WR
|
12.93
|
0.62
|
6100
|
|
Jimmy Graham
|
CHI
|
TE
|
11.24
|
1.90
|
5400
|
|
Cleveland Browns
|
CLE
|
DST
|
11.41
|
1.48
|
4300
|
|
796
|
139.11
|
9.01
|
Aaron Rodgers
|
GBP
|
QB
|
23.86
|
1.17
|
8400
|
|
Derrick Henry
|
TEN
|
RB
|
19.98
|
0.66
|
9000
|
|
James Conner
|
PIT
|
RB
|
15.70
|
0.22
|
7100
|
|
David Montgomery
|
CHI
|
RB
|
17.13
|
0.91
|
5900
|
|
Adam Thielen
|
MIN
|
WR
|
13.85
|
1.65
|
7400
|
|
Jamison Crowder
|
NYJ
|
WR
|
15.52
|
1.12
|
6600
|
|
Marquise Brown
|
BAL
|
WR
|
13.92
|
1.26
|
6300
|
|
Jimmy Graham
|
CHI
|
TE
|
12.00
|
1.90
|
5400
|
|
New York Giants
|
NYG
|
DST
|
7.14
|
0.12
|
3900
|
|
2788
|
142.44
|
9.47
|
Ben Roethlisberger
|
PIT
|
QB
|
22.48
|
1.00
|
7600
|
|
Derrick Henry
|
TEN
|
RB
|
19.03
|
0.66
|
9000
|
|
James Conner
|
PIT
|
RB
|
15.68
|
0.22
|
7100
|
|
David Montgomery
|
CHI
|
RB
|
15.34
|
0.91
|
5900
|
|
Adam Thielen
|
MIN
|
WR
|
18.43
|
1.65
|
7400
|
|
Terry McLaurin
|
WAS
|
WR
|
16.15
|
1.04
|
6900
|
|
Tyler Boyd
|
CIN
|
WR
|
12.63
|
0.62
|
6100
|
|
Jimmy Graham
|
CHI
|
TE
|
13.02
|
1.90
|
5400
|
|
Pittsburgh Steelers
|
PIT
|
DST
|
9.69
|
1.48
|
4500
|
|
3018
|
142.84
|
10.10
|
Aaron Rodgers
|
GBP
|
QB
|
23.81
|
1.17
|
8400
|
|
Derrick Henry
|
TEN
|
RB
|
19.94
|
0.66
|
9000
|
|
Alexander Mattison
|
MIN
|
RB
|
18.37
|
2.73
|
7000
|
|
David Montgomery
|
CHI
|
RB
|
15.16
|
0.91
|
5900
|
|
Calvin Ridley
|
ATL
|
WR
|
15.93
|
0.11
|
8600
|
|
Tyler Boyd
|
CIN
|
WR
|
12.91
|
0.62
|
6100
|
|
Randall Cobb
|
HOU
|
WR
|
11.70
|
0.52
|
5100
|
|
Jimmy Graham
|
CHI
|
TE
|
14.66
|
1.90
|
5400
|
|
Pittsburgh Steelers
|
PIT
|
DST
|
10.37
|
1.48
|
4500
|
|
4393
|
142.97
|
10.46
|
Lamar Jackson
|
BAL
|
QB
|
22.51
|
0.42
|
9000
|
|
Derrick Henry
|
TEN
|
RB
|
19.00
|
0.66
|
9000
|
|
David Montgomery
|
CHI
|
RB
|
14.77
|
0.91
|
5900
|
|
Devonta Freeman
|
NYG
|
RB
|
16.94
|
1.88
|
5600
|
|
Adam Thielen
|
MIN
|
WR
|
16.28
|
1.65
|
7400
|
|
Kenny Golladay
|
DET
|
WR
|
15.48
|
1.81
|
7200
|
|
Jamison Crowder
|
NYJ
|
WR
|
16.93
|
1.12
|
6600
|
|
Jimmy Graham
|
CHI
|
TE
|
13.68
|
1.90
|
5400
|
|
New York Giants
|
NYG
|
DST
|
7.36
|
0.12
|
3900
|
|
6100
|
144.44
|
10.93
|
Lamar Jackson
|
BAL
|
QB
|
23.23
|
0.42
|
9000
|
|
Derrick Henry
|
TEN
|
RB
|
20.11
|
0.66
|
9000
|
|
Kareem Hunt
|
CLE
|
RB
|
16.71
|
1.98
|
7000
|
|
David Montgomery
|
CHI
|
RB
|
15.55
|
0.91
|
5900
|
|
Adam Thielen
|
MIN
|
WR
|
19.61
|
1.65
|
7400
|
|
Tyler Boyd
|
CIN
|
WR
|
13.06
|
0.62
|
6100
|
|
Darius Slayton
|
NYG
|
WR
|
13.72
|
1.68
|
6000
|
|
Jimmy Graham
|
CHI
|
TE
|
13.41
|
1.90
|
5400
|
|
Tennessee Titans
|
TEN
|
DST
|
9.04
|
1.11
|
4000
|
|
293
|
145.08
|
10.99
|
Deshaun Watson
|
HOU
|
QB
|
21.11
|
0.22
|
8200
|
|
Derrick Henry
|
TEN
|
RB
|
19.27
|
0.66
|
9000
|
|
David Montgomery
|
CHI
|
RB
|
16.23
|
0.91
|
5900
|
|
Adrian Peterson
|
DET
|
RB
|
12.71
|
0.28
|
5500
|
|
Adam Thielen
|
MIN
|
WR
|
17.24
|
1.65
|
7400
|
|
Kenny Golladay
|
DET
|
WR
|
17.42
|
1.81
|
7200
|
|
Marquise Brown
|
BAL
|
WR
|
13.73
|
1.26
|
6300
|
|
Jimmy Graham
|
CHI
|
TE
|
13.78
|
1.90
|
5400
|
|
Indianapolis Colts
|
IND
|
DST
|
13.59
|
2.30
|
5000
|
|
8745
|
146.25
|
11.28
|
Lamar Jackson
|
BAL
|
QB
|
23.33
|
0.42
|
9000
|
|
Derrick Henry
|
TEN
|
RB
|
20.42
|
0.66
|
9000
|
|
David Montgomery
|
CHI
|
RB
|
15.02
|
0.91
|
5900
|
|
Devonta Freeman
|
NYG
|
RB
|
15.88
|
1.88
|
5600
|
|
Adam Thielen
|
MIN
|
WR
|
16.56
|
1.65
|
7400
|
|
Jamison Crowder
|
NYJ
|
WR
|
16.21
|
1.12
|
6600
|
|
Marquise Brown
|
BAL
|
WR
|
15.96
|
1.26
|
6300
|
|
Jimmy Graham
|
CHI
|
TE
|
12.24
|
1.90
|
5400
|
|
Cleveland Browns
|
CLE
|
DST
|
10.63
|
1.48
|
4300
|
|
3012
|
147.52
|
11.55
|
Lamar Jackson
|
BAL
|
QB
|
22.60
|
0.42
|
9000
|
|
Derrick Henry
|
TEN
|
RB
|
19.34
|
0.66
|
9000
|
|
Joe Mixon
|
CIN
|
RB
|
17.98
|
1.13
|
6900
|
|
David Montgomery
|
CHI
|
RB
|
15.50
|
0.91
|
5900
|
|
Kenny Golladay
|
DET
|
WR
|
15.82
|
1.81
|
7200
|
|
Robby Anderson
|
CAR
|
WR
|
18.19
|
1.93
|
6500
|
|
Darius Slayton
|
NYG
|
WR
|
14.36
|
1.68
|
6000
|
|
Jimmy Graham
|
CHI
|
TE
|
14.31
|
1.90
|
5400
|
|
Tennessee Titans
|
TEN
|
DST
|
9.41
|
1.11
|
4000
|
|
2910
|
149.05
|
11.79
|
Aaron Rodgers
|
GBP
|
QB
|
24.09
|
1.17
|
8400
|
|
Derrick Henry
|
TEN
|
RB
|
19.18
|
0.66
|
9000
|
|
Kareem Hunt
|
CLE
|
RB
|
18.84
|
1.98
|
7000
|
|
David Montgomery
|
CHI
|
RB
|
17.27
|
0.91
|
5900
|
|
Terry McLaurin
|
WAS
|
WR
|
14.81
|
1.04
|
6900
|
|
Jamison Crowder
|
NYJ
|
WR
|
14.65
|
1.12
|
6600
|
|
Brandin Cooks
|
HOU
|
WR
|
11.25
|
0.70
|
5700
|
|
Jimmy Graham
|
CHI
|
TE
|
14.89
|
1.90
|
5400
|
|
Indianapolis Colts
|
IND
|
DST
|
14.06
|
2.30
|
5000
|
|
6835
|
152.16
|
12.17
|
Deshaun Watson
|
HOU
|
QB
|
21.13
|
0.22
|
8200
|
|
Derrick Henry
|
TEN
|
RB
|
18.75
|
0.66
|
9000
|
|
James Conner
|
PIT
|
RB
|
15.68
|
0.22
|
7100
|
|
David Montgomery
|
CHI
|
RB
|
16.27
|
0.91
|
5900
|
|
Adam Thielen
|
MIN
|
WR
|
16.67
|
1.65
|
7400
|
|
Jamison Crowder
|
NYJ
|
WR
|
15.62
|
1.12
|
6600
|
|
Marquise Brown
|
BAL
|
WR
|
14.48
|
1.26
|
6300
|
|
Tyler Eifert
|
JAC
|
TE
|
19.30
|
3.83
|
4500
|
|
Indianapolis Colts
|
IND
|
DST
|
14.27
|
2.30
|
5000
|
|
5332
|
153.78
|
14.14
|
Lamar Jackson
|
BAL
|
QB
|
22.60
|
0.42
|
9000
|
|
Kareem Hunt
|
CLE
|
RB
|
19.26
|
1.98
|
7000
|
|
Alexander Mattison
|
MIN
|
RB
|
21.89
|
2.73
|
7000
|
|
David Montgomery
|
CHI
|
RB
|
15.50
|
0.91
|
5900
|
|
Adam Thielen
|
MIN
|
WR
|
17.19
|
1.65
|
7400
|
|
Terry McLaurin
|
WAS
|
WR
|
14.20
|
1.04
|
6900
|
|
Jamison Crowder
|
NYJ
|
WR
|
15.94
|
1.12
|
6600
|
|
Jimmy Graham
|
CHI
|
TE
|
13.38
|
1.90
|
5400
|
|
New England Patriots
|
NEP
|
DST
|
13.82
|
2.40
|
4800
|
|
880
|
154.17
|
15.90
|
Cam Newton
|
NEP
|
QB
|
33.15
|
6.28
|
8000
|
|
Derrick Henry
|
TEN
|
RB
|
19.25
|
0.66
|
9000
|
|
James Conner
|
PIT
|
RB
|
16.03
|
0.22
|
7100
|
|
David Montgomery
|
CHI
|
RB
|
16.15
|
0.91
|
5900
|
|
Adam Thielen
|
MIN
|
WR
|
15.70
|
1.65
|
7400
|
|
Marquise Brown
|
BAL
|
WR
|
13.33
|
1.26
|
6300
|
|
Tyler Boyd
|
CIN
|
WR
|
13.66
|
0.62
|
6100
|
|
Jimmy Graham
|
CHI
|
TE
|
12.80
|
1.90
|
5400
|
|
New England Patriots
|
NEP
|
DST
|
14.11
|
2.40
|
4800
|
|
3687
|
156.98
|
16.04
|
Lamar Jackson
|
BAL
|
QB
|
22.61
|
0.42
|
9000
|
|
Kareem Hunt
|
CLE
|
RB
|
21.04
|
1.98
|
7000
|
|
Alexander Mattison
|
MIN
|
RB
|
22.90
|
2.73
|
7000
|
|
David Montgomery
|
CHI
|
RB
|
15.28
|
0.91
|
5900
|
|
Julio Jones
|
ATL
|
WR
|
20.92
|
3.58
|
8200
|
|
Jamison Crowder
|
NYJ
|
WR
|
16.33
|
1.12
|
6600
|
|
Robby Anderson
|
CAR
|
WR
|
15.19
|
1.93
|
6500
|
|
Jimmy Graham
|
CHI
|
TE
|
14.28
|
1.90
|
5400
|
|
Cleveland Browns
|
CLE
|
DST
|
8.43
|
1.48
|
4300
|
|
9146
|
158.13
|
16.33
|
Nick Foles
|
CHI
|
QB
|
23.67
|
2.92
|
6900
|
|
Derrick Henry
|
TEN
|
RB
|
19.91
|
0.66
|
9000
|
|
Kareem Hunt
|
CLE
|
RB
|
18.78
|
1.98
|
7000
|
|
Devonta Freeman
|
NYG
|
RB
|
17.00
|
1.88
|
5600
|
|
Adam Thielen
|
MIN
|
WR
|
17.57
|
1.65
|
7400
|
|
Jamison Crowder
|
NYJ
|
WR
|
14.59
|
1.12
|
6600
|
|
Robby Anderson
|
CAR
|
WR
|
17.97
|
1.93
|
6500
|
|
Jimmy Graham
|
CHI
|
TE
|
13.45
|
1.90
|
5400
|
|
Indianapolis Colts
|
IND
|
DST
|
15.19
|
2.30
|
5000
|
|
1611
|
158.58
|
16.48
|
Joe Flacco
|
NYJ
|
QB
|
34.35
|
4.07
|
6500
|
|
Derrick Henry
|
TEN
|
RB
|
20.73
|
0.66
|
9000
|
|
Kareem Hunt
|
CLE
|
RB
|
17.99
|
1.98
|
7000
|
|
Devonta Freeman
|
NYG
|
RB
|
15.31
|
1.88
|
5600
|
|
Davante Adams
|
GBP
|
WR
|
18.68
|
1.53
|
9000
|
|
Adam Thielen
|
MIN
|
WR
|
15.73
|
1.65
|
7400
|
|
Randall Cobb
|
HOU
|
WR
|
10.14
|
0.52
|
5100
|
|
Jimmy Graham
|
CHI
|
TE
|
12.19
|
1.90
|
5400
|
|
Indianapolis Colts
|
IND
|
DST
|
13.46
|
2.30
|
5000
|
|
2548
|
159.29
|
16.80
|
Cam Newton
|
NEP
|
QB
|
42.75
|
6.28
|
8000
|
|
Derrick Henry
|
TEN
|
RB
|
19.39
|
0.66
|
9000
|
|
Kareem Hunt
|
CLE
|
RB
|
17.98
|
1.98
|
7000
|
|
David Montgomery
|
CHI
|
RB
|
17.44
|
0.91
|
5900
|
|
Davante Adams
|
GBP
|
WR
|
18.72
|
1.53
|
9000
|
|
Jamison Crowder
|
NYJ
|
WR
|
13.54
|
1.12
|
6600
|
|
Brandin Cooks
|
HOU
|
WR
|
11.06
|
0.70
|
5700
|
|
Jimmy Graham
|
CHI
|
TE
|
11.50
|
1.90
|
5400
|
|
Detroit Lions
|
DET
|
DST
|
6.92
|
1.70
|
3400
|
|
7704
|
161.04
|
17.52
|
Cam Newton
|
NEP
|
QB
|
36.41
|
6.28
|
8000
|
|
Derrick Henry
|
TEN
|
RB
|
19.40
|
0.66
|
9000
|
|
Kareem Hunt
|
CLE
|
RB
|
18.90
|
1.98
|
7000
|
|
Devonta Freeman
|
NYG
|
RB
|
13.93
|
1.88
|
5600
|
|
Adam Thielen
|
MIN
|
WR
|
18.87
|
1.65
|
7400
|
|
DeVante Parker
|
MIA
|
WR
|
12.62
|
0.25
|
6400
|
|
Tyler Boyd
|
CIN
|
WR
|
13.54
|
0.62
|
6100
|
|
Jimmy Graham
|
CHI
|
TE
|
13.49
|
1.90
|
5400
|
|
Indianapolis Colts
|
IND
|
DST
|
13.88
|
2.30
|
5000
|
|
4196
|
162.19
|
19.59
|
Nick Foles
|
CHI
|
QB
|
22.85
|
2.92
|
6900
|
|
Derrick Henry
|
TEN
|
RB
|
20.23
|
0.66
|
9000
|
|
Kareem Hunt
|
CLE
|
RB
|
18.25
|
1.98
|
7000
|
|
Frank Gore
|
NYJ
|
RB
|
30.27
|
5.02
|
5000
|
|
Calvin Ridley
|
ATL
|
WR
|
15.83
|
0.11
|
8600
|
|
Adam Thielen
|
MIN
|
WR
|
16.73
|
1.65
|
7400
|
|
Jamison Crowder
|
NYJ
|
WR
|
14.30
|
1.12
|
6600
|
|
Tyler Eifert
|
JAC
|
TE
|
13.63
|
3.83
|
4500
|
|
Indianapolis Colts
|
IND
|
DST
|
10.09
|
2.30
|
5000
|
|
3384
|
167.15
|
19.87
|
Cam Newton
|
NEP
|
QB
|
38.44
|
6.28
|
8000
|
|
Derrick Henry
|
TEN
|
RB
|
19.77
|
0.66
|
9000
|
|
James Conner
|
PIT
|
RB
|
15.76
|
0.22
|
7100
|
|
Devonta Freeman
|
NYG
|
RB
|
15.58
|
1.88
|
5600
|
|
Adam Thielen
|
MIN
|
WR
|
19.76
|
1.65
|
7400
|
|
Jamison Crowder
|
NYJ
|
WR
|
14.62
|
1.12
|
6600
|
|
Robby Anderson
|
CAR
|
WR
|
15.73
|
1.93
|
6500
|
|
Tyler Eifert
|
JAC
|
TE
|
11.35
|
3.83
|
4500
|
|
Indianapolis Colts
|
IND
|
DST
|
16.15
|
2.30
|
5000
|
|
4102
|
167.60
|
20.25
|
Tom Brady
|
TBB
|
QB
|
26.30
|
4.79
|
7500
|
|
Derrick Henry
|
TEN
|
RB
|
18.44
|
0.66
|
9000
|
|
Joe Mixon
|
CIN
|
RB
|
16.63
|
1.13
|
6900
|
|
Frank Gore
|
NYJ
|
RB
|
30.06
|
5.02
|
5000
|
|
Adam Thielen
|
MIN
|
WR
|
19.19
|
1.65
|
7400
|
|
Jamison Crowder
|
NYJ
|
WR
|
15.49
|
1.12
|
6600
|
|
Darius Slayton
|
NYG
|
WR
|
14.08
|
1.68
|
6000
|
|
Jimmy Graham
|
CHI
|
TE
|
15.14
|
1.90
|
5400
|
|
Indianapolis Colts
|
IND
|
DST
|
12.28
|
2.30
|
5000
|
|
3585
|
167.64
|
21.97
|
Cam Newton
|
NEP
|
QB
|
43.49
|
6.28
|
8000
|
|
Derrick Henry
|
TEN
|
RB
|
20.18
|
0.66
|
9000
|
|
Alexander Mattison
|
MIN
|
RB
|
17.97
|
2.73
|
7000
|
|
David Montgomery
|
CHI
|
RB
|
16.08
|
0.91
|
5900
|
|
Julio Jones
|
ATL
|
WR
|
18.52
|
3.58
|
8200
|
|
Jamison Crowder
|
NYJ
|
WR
|
14.38
|
1.12
|
6600
|
|
Julian Edelman
|
NEP
|
WR
|
16.22
|
3.08
|
6200
|
|
Jimmy Graham
|
CHI
|
TE
|
12.88
|
1.90
|
5400
|
|
Detroit Lions
|
DET
|
DST
|
7.92
|
1.70
|
3400
|
|
6980
|
167.76
|
24.93
|
Cam Newton
|
NEP
|
QB
|
34.20
|
6.28
|
8000
|
|
Alexander Mattison
|
MIN
|
RB
|
22.25
|
2.73
|
7000
|
|
Devonta Freeman
|
NYG
|
RB
|
15.16
|
1.88
|
5600
|
|
Frank Gore
|
NYJ
|
RB
|
21.08
|
5.02
|
5000
|
|
Davante Adams
|
GBP
|
WR
|
17.47
|
1.53
|
9000
|
|
Calvin Ridley
|
ATL
|
WR
|
15.84
|
0.11
|
8600
|
|
Marquise Brown
|
BAL
|
WR
|
17.14
|
1.26
|
6300
|
|
Tyler Eifert
|
JAC
|
TE
|
11.72
|
3.83
|
4500
|
|
Indianapolis Colts
|
IND
|
DST
|
12.89
|
2.30
|
5000
|